https://github.com/ericdataplus/kaggle-airbnb-nyc
NYC Airbnb Market Analysis: Multi-source from 2 Kaggle datasets (151K listings)
https://github.com/ericdataplus/kaggle-airbnb-nyc
airbnb data-analysis kaggle nyc python visualization
Last synced: about 2 months ago
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NYC Airbnb Market Analysis: Multi-source from 2 Kaggle datasets (151K listings)
- Host: GitHub
- URL: https://github.com/ericdataplus/kaggle-airbnb-nyc
- Owner: Ericdataplus
- Created: 2025-12-14T12:54:14.000Z (6 months ago)
- Default Branch: master
- Last Pushed: 2025-12-15T05:57:43.000Z (6 months ago)
- Last Synced: 2025-12-16T18:59:31.734Z (6 months ago)
- Topics: airbnb, data-analysis, kaggle, nyc, python, visualization
- Language: Python
- Homepage: https://ericdataplus.github.io/kaggle-airbnb-nyc/
- Size: 5.1 MB
- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# 🏙️ NYC Airbnb Market Analysis
> 📊 **Multi-Source Analysis** combining data from:
> - [New York City Airbnb Open Data](https://www.kaggle.com/datasets/dgomonov/new-york-city-airbnb-open-data) (48,895 listings)
> - [Airbnb Open Data](https://www.kaggle.com/datasets/arianazmoudeh/airbnbopendata) (102,599 listings)
>
> Comprehensive geographic and pricing analysis of NYC's short-term rental market.
🔗 **[View Live Dashboard](https://ericdataplus.github.io/kaggle-airbnb-nyc/)**
## 📊 Key Statistics
| Metric | Value |
|--------|-------|
| Total Listings | **151,494** (combined) |
| Boroughs Covered | 5 |
| Neighborhoods | 221 |
| Unique Hosts | 37,457 |
| Avg Price (NYC) | $153/night |
| Most Expensive | Manhattan ($197/night) |
## 🗺️ Visualizations
### Geographic Analysis
- **NYC Listing Map** — All listings color-coded by borough
- **Price Heatmap** — Geographic distribution of prices
### Price Analysis
- **Price by Borough** — Manhattan leads at $197/night avg
- **Top 15 Most Expensive Neighborhoods**
- **Room Type Pricing** — Entire home vs Private room vs Shared
### Market Insights
- **Host Analysis** — Multi-listing hosts dominate supply
- **Neighborhood Rankings** — Most listed vs most expensive
- **Multi-Dataset Comparison** — Side-by-side source analysis
## 📁 Project Structure
```
kaggle-airbnb-nyc/
├── index.html # Interactive Dashboard
├── graphs/ # Visualizations
│ ├── 01_price_by_borough.png
│ ├── 02_room_type_analysis.png
│ ├── 03_nyc_map.png
│ ├── 04_top_neighborhoods.png
│ ├── 05_dataset_comparison.png
│ ├── 06_host_analysis.png
│ └── 07_summary_dashboard.png
├── scripts/ # Analysis scripts
│ ├── 01_price_by_borough.py
│ ├── 02_room_type_analysis.py
│ ├── 03_nyc_map.py
│ ├── 04_top_neighborhoods.py
│ ├── 05_dataset_comparison.py
│ ├── 06_host_analysis.py
│ ├── 07_summary_dashboard.py
│ └── run_all.py
└── README.md
```
## 🛠️ Tech Stack
- **Python** — Core language
- **Pandas** — Data manipulation
- **Matplotlib** — Visualizations
- **NumPy** — Numerical computing
## 📦 Data Sources
| Dataset | Source | Records |
|---------|--------|---------|
| NYC Airbnb 2019 | [dgomonov/new-york-city-airbnb-open-data](https://www.kaggle.com/datasets/dgomonov/new-york-city-airbnb-open-data) | 48,895 |
| Airbnb Open Data | [arianazmoudeh/airbnbopendata](https://www.kaggle.com/datasets/arianazmoudeh/airbnbopendata) | 102,599 |
| **Combined** | Multi-source analysis | **151,494** |
## 🔍 Key Findings
1. **Manhattan dominates pricing** — $197/night average, 72% premium over outer boroughs
2. **Entire homes are 2x private rooms** — $212 vs $89 average
3. **Williamsburg most listed** — 3,920 listings in one neighborhood
4. **Professional hosts** — Top 10 hosts control 1,000+ listings
5. **Tribeca most expensive** — $490/night average
## 🚀 Quick Start
```bash
# Clone repo
git clone https://github.com/Ericdataplus/kaggle-airbnb-nyc.git
cd kaggle-airbnb-nyc
# Download data from Kaggle (links above)
# Place CSV files in project root
# Run analysis
python scripts/run_all.py
```
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Made with 🏙️ by [Ericdataplus](https://github.com/Ericdataplus) | December 2024